Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "14" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 102 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 98 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 93.159507 | 71.555823 | 160.552033 | 139.527949 | 31.951454 | 31.517824 | 88.462442 | 87.161768 | 0.0190 | 0.0182 | 0.0010 | 1.131112 | 1.137275 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 51.794619 | 96.783559 | 153.375484 | 179.681219 | 55.218441 | 69.551862 | 127.051142 | 212.752223 | 0.0196 | 0.0181 | 0.0018 | 1.112991 | 1.104249 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 7.050176 | 15.211903 | 71.476620 | 71.187833 | 98.920932 | 77.166199 | 131.163714 | 86.706301 | 0.0203 | 0.0177 | 0.0023 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 91.354454 | 95.333975 | 192.676371 | 203.426543 | 41.428474 | 69.137590 | 184.511612 | 332.748104 | 0.0200 | 0.0175 | 0.0017 | 1.130444 | 1.127884 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 180.189369 | 128.114993 | 189.513973 | 178.680286 | 54.276354 | 72.304912 | 283.586420 | 251.439484 | 0.0183 | 0.0185 | 0.0005 | 1.119683 | 1.123603 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 339.590075 | 338.910602 | inf | inf | 50.646717 | 53.963088 | 374.099921 | 392.775205 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 184.947163 | 68.731276 | 272.330437 | 201.860407 | 39.166854 | 36.018667 | 58.402499 | 67.238134 | 0.0180 | 0.0177 | 0.0006 | 1.102158 | 1.110228 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 309.026610 | 108.640695 | 428.490795 | 287.881202 | 116.472788 | 54.620135 | 744.984436 | 398.265432 | nan | nan | nan | 1.157899 | 1.170531 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 130.007072 | 105.155244 | 62.599512 | 61.722888 | 18.368678 | 18.538533 | 347.642736 | 397.914934 | 0.0185 | 0.0177 | 0.0014 | 1.131090 | 1.131888 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 65.857432 | 66.322395 | 46.864436 | 47.114438 | 12.960716 | 14.373833 | 696.882857 | 690.353595 | 0.0197 | 0.0175 | 0.0011 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 142.825524 | 146.858218 | 252.767025 | 275.889810 | 21.257713 | 35.959112 | 116.352747 | 153.879327 | 0.0193 | 0.0170 | 0.0013 | 1.240562 | 1.230855 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 170.058174 | 76.814102 | 91.694759 | 78.265167 | 35.733682 | 54.725758 | 262.566544 | 289.160032 | 0.0186 | 0.0175 | 0.0008 | 1.190993 | 1.184771 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 133.535061 | 90.356085 | 87.935345 | 72.982661 | 80.013501 | 60.337313 | 367.613530 | 259.376566 | 0.0179 | 0.0172 | 0.0006 | 1.126197 | 1.131305 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 205.739316 | 110.168438 | 94.190565 | 82.203882 | 40.029519 | 42.229036 | 338.485630 | 407.559178 | 0.0191 | 0.0172 | 0.0015 | 1.123387 | 1.124647 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 119.061761 | 76.983812 | 90.077770 | 78.462780 | 33.353492 | 50.708562 | 247.282775 | 253.539909 | 0.0185 | 0.0174 | 0.0006 | 1.121894 | 1.124374 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 148.750570 | 82.378979 | 102.654315 | 90.396263 | 61.897870 | 78.156491 | 515.967151 | 451.499855 | 0.0186 | 0.0173 | 0.0008 | 1.125874 | 1.126216 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 16.681707 | 9.525942 | 54.461560 | 31.321794 | 434.689890 | 180.797188 | 2017.438437 | 1040.357507 | 0.0188 | 0.0176 | 0.0004 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 162.403544 | 119.389500 | 88.150864 | 76.746538 | 87.591003 | 44.600107 | 420.484102 | 350.044632 | 0.0181 | 0.0172 | 0.0004 | 1.106860 | 1.110743 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 167.038340 | 80.902709 | 69.556339 | 57.649994 | 64.587457 | 39.425920 | 490.652045 | 383.335888 | 0.0186 | 0.0172 | 0.0008 | 1.106704 | 1.107322 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 125.075187 | 66.860690 | 72.042363 | 56.607575 | 34.423929 | 47.169070 | 56.000377 | 37.688984 | 0.0191 | 0.0178 | 0.0005 | 0.000000 | 0.000000 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 75.572604 | 55.764262 | 55.589875 | 49.936894 | 54.467391 | 37.179890 | 216.558598 | 152.153611 | 0.0187 | 0.0179 | 0.0004 | 1.084873 | 1.091111 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 73.574685 | 102.020256 | 91.104260 | 110.045687 | 44.266706 | 85.430489 | 262.651781 | 531.963236 | 0.0193 | 0.0171 | 0.0015 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 78.625107 | 83.709044 | 55.534409 | 55.516487 | 29.466695 | 34.296939 | 595.835059 | 627.819247 | 0.0184 | 0.0175 | 0.0006 | 1.066568 | 1.068808 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 9.502643 | 11.395731 | 42.449542 | 41.456273 | 221.128272 | 212.189014 | 1531.026508 | 1257.287337 | 0.0186 | 0.0176 | 0.0009 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 157.219322 | 130.529988 | 89.970363 | 94.682705 | 38.638809 | 46.166970 | 52.130866 | 88.111775 | 0.0181 | 0.0166 | 0.0016 | 1.100607 | 1.095086 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 115.219785 | 82.920200 | 78.665766 | 75.206054 | 48.862281 | 63.556344 | 247.906373 | 199.082555 | 0.0191 | 0.0172 | 0.0015 | 0.000000 | 0.000000 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -1.318369 | -1.318369 | -1.270881 | -1.270881 | -0.651706 | -0.651706 | -0.774639 | -0.774639 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 154.671049 | 64.081502 | 91.928730 | 70.860960 | 12.507200 | 9.011439 | 297.726015 | 215.871423 | 0.0182 | 0.0176 | 0.0005 | 1.110349 | 1.116046 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 155.436690 | 80.562358 | 172.944736 | 157.062426 | 42.872935 | 53.453716 | 463.654504 | 483.319821 | 0.0187 | 0.0172 | 0.0011 | 0.000000 | 0.000000 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 73.957299 | 50.664929 | 39.112236 | 32.802519 | 11.445226 | 6.933566 | 187.299461 | 139.277388 | 0.0175 | 0.0182 | 0.0014 | 1.113111 | 1.127295 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 159.486019 | 52.852304 | 51.510909 | 35.494858 | 18.325625 | 14.863853 | 548.484357 | 337.005389 | 0.0178 | 0.0175 | 0.0005 | 1.093578 | 1.105893 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 109.755813 | 47.786691 | 43.121714 | 33.705191 | 10.386938 | 9.093026 | 297.115155 | 207.206520 | 0.0187 | 0.0177 | 0.0005 | 1.099842 | 1.111924 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 73.468435 | 69.146242 | 40.632108 | 38.854580 | 10.894215 | 9.233880 | 316.283853 | 241.448775 | 0.0184 | 0.0171 | 0.0015 | 1.113087 | 1.116094 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 69.385548 | 131.847253 | 72.437150 | 96.405183 | 41.422050 | 92.612706 | 299.025296 | 670.147353 | 0.0195 | 0.0167 | 0.0020 | 1.136303 | 1.128087 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0183 | 0.0181 | -0.0001 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 201.611399 | 95.329409 | 115.643061 | 83.296850 | 56.432304 | 43.333199 | 1453.468445 | 757.923028 | 0.0183 | 0.0173 | 0.0006 | 1.125888 | 1.131616 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0180 | 0.0169 | 0.0006 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0179 | 0.0175 | 0.0005 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 94.364605 | 78.561866 | 109.211740 | 96.567114 | 49.829752 | 50.799960 | 243.113793 | 280.703320 | 0.0186 | 0.0178 | 0.0005 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 53.865366 | 73.057773 | 43.699748 | 51.198263 | 12.341702 | 23.873399 | 302.010421 | 569.119341 | 0.0184 | 0.0167 | 0.0012 | 1.119564 | 1.117045 |
| 2459550 | RF_maintenance | - | 96.71% | 96.71% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0464 | 0.0450 | 0.0012 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 190.931847 | 65.116227 | 119.799300 | 75.414692 | 80.439371 | 42.652007 | 797.613247 | 316.725054 | 0.0185 | 0.0179 | 0.0010 | 1.120993 | 1.132282 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 161.693358 | 81.288648 | 197.822354 | 151.775019 | 7.490351 | 3.707969 | 532.999902 | 240.860852 | 0.0177 | 0.0177 | 0.0006 | 1.119129 | 1.125406 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.129893 | 10.681245 | 42.914099 | 43.584187 | 647.681571 | 643.860605 | 49.582448 | 34.504346 | 0.0190 | 0.0174 | 0.0013 | 1.144274 | 1.140570 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 121.273658 | 88.043890 | 45.051297 | 44.035757 | 25.243406 | 46.502582 | 210.854386 | 286.710602 | 0.0184 | 0.0171 | 0.0010 | 1.151393 | 1.141850 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 153.330011 | 123.315502 | 147.397664 | 149.780339 | 59.860081 | 103.454544 | 794.865256 | 1071.031022 | 0.0182 | 0.0169 | 0.0010 | 1.129219 | 1.131248 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 66.723367 | 74.148830 | 36.149711 | 38.715201 | 12.009059 | 39.652135 | 161.473117 | 310.592992 | 0.0181 | 0.0170 | 0.0013 | 1.121540 | 1.120883 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 92.671001 | 50.339546 | 36.117863 | 31.115973 | 15.699841 | 14.379046 | 163.658206 | 148.661700 | 0.0183 | 0.0177 | 0.0006 | 1.123293 | 1.126669 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 102.952110 | 72.495879 | 83.109918 | 70.392935 | 43.511012 | 41.190960 | 540.183050 | 383.752488 | 0.0183 | 0.0180 | 0.0007 | 1.135148 | 1.138552 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 144.228951 | 90.587265 | 112.271159 | 109.537963 | 56.746435 | 58.014473 | 455.914702 | 442.824194 | 0.0189 | 0.0170 | 0.0007 | 1.135009 | 1.137586 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 78.067620 | 71.368386 | 34.701885 | 36.251714 | 15.332121 | 25.509348 | 221.703835 | 335.931477 | 0.0184 | 0.0172 | 0.0007 | 1.123502 | 1.125067 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 120.903500 | 78.206592 | 124.899512 | 108.152829 | 131.408218 | 103.990400 | 311.202282 | 263.542789 | 0.0185 | 0.0170 | 0.0005 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 165.659976 | 160.171229 | 124.437983 | 142.545391 | 68.951824 | 129.029974 | 512.396678 | 1024.129688 | nan | nan | nan | 1.361750 | 1.360840 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 88.804174 | 88.026834 | 105.671177 | 110.567289 | 90.601385 | 78.079207 | 434.988510 | 381.532319 | 0.0188 | 0.0174 | 0.0014 | 1.178336 | 1.165125 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 11.103564 | 13.349034 | 39.706959 | 33.225884 | 250.109796 | 237.141570 | 1233.574088 | 993.335725 | 0.0204 | 0.0185 | 0.0014 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 73.185952 | 78.602619 | 101.037644 | 96.553763 | 42.706682 | 39.437139 | 73.951099 | 71.325888 | 0.0188 | 0.0182 | 0.0008 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 78.771754 | 115.055011 | 94.349393 | 113.926518 | 59.986274 | 76.760741 | 367.462531 | 563.980919 | 0.0118 | 0.0092 | 0.0049 | 1.137311 | 1.118043 |
| 2459503 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 86.646867 | 101.192735 | 166.560961 | 163.891705 | 56.543431 | 61.253168 | 548.648302 | 403.381309 | 0.0092 | 0.0082 | 0.0038 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 1666.476483 | 103.346424 | 97.676879 | 151.945017 | 139.290139 | 90.791772 | 57.587149 | 1666.476483 | 1108.914249 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 498.182854 | 110.883969 | 79.131833 | 159.518834 | 151.449026 | 88.431252 | 68.589879 | 418.283372 | 498.182854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 847.711869 | 98.284075 | 115.562787 | 125.931948 | 143.564783 | 64.764029 | 61.753113 | 632.128561 | 847.711869 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 667.334348 | 90.809969 | 110.481813 | 277.575023 | 275.133843 | 46.305196 | 37.668416 | 667.334348 | 608.756225 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 968.317075 | 102.253729 | 228.729722 | 169.530527 | 206.663842 | 67.463462 | 53.955511 | 836.661998 | 968.317075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 1965.158169 | 45.660949 | 60.242094 | 77.437787 | 125.634107 | 134.304057 | 289.343866 | 887.056220 | 1965.158169 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 270.562108 | 86.271879 | 69.148431 | 144.840963 | 141.608694 | 43.905420 | 52.637546 | 270.562108 | 266.534285 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 1182.882777 | 115.528459 | 204.695460 | 200.119959 | 213.216883 | 70.778115 | 72.410006 | 1154.575601 | 1182.882777 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 1208.689896 | 87.304764 | 98.110309 | 151.535037 | 163.802323 | 83.566445 | 84.402529 | 885.455842 | 1208.689896 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 644.512262 | 106.188983 | 84.942987 | 146.792538 | 129.951143 | 40.871612 | 33.949664 | 644.512262 | 369.363462 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 620.217463 | 80.613984 | 126.575537 | 142.558166 | 171.860597 | 45.034337 | 68.363783 | 363.886655 | 620.217463 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 943.266153 | 200.127728 | 167.912195 | 185.521422 | 177.202848 | 94.773116 | 90.991638 | 943.266153 | 912.010950 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 1022.174135 | 217.282674 | 75.763164 | 145.465885 | 101.934102 | 78.420142 | 72.589374 | 1022.174135 | 372.854486 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 451.371621 | 213.537469 | 104.172159 | 162.035503 | 133.949488 | 66.653182 | 52.663568 | 451.371621 | 258.672979 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 702.277308 | 120.062033 | 225.050789 | 176.387215 | 208.362295 | 47.946990 | 61.710186 | 386.132666 | 702.277308 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 479.213082 | 107.272150 | 255.056512 | 201.740691 | 268.086194 | 35.204196 | 56.787409 | 206.119570 | 479.213082 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Variability | 40.915692 | 12.284780 | 10.840392 | 25.496454 | 25.180281 | 40.915692 | 40.711105 | -1.953764 | -2.334357 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Variability | 216.825688 | 18.574518 | 8.461572 | 73.368746 | 48.388581 | 216.825688 | 171.195574 | 195.878806 | 130.618496 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 593.564407 | 198.619324 | 221.198074 | 181.699690 | 197.211364 | 78.193512 | 77.101935 | 527.040421 | 593.564407 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Power | 232.908922 | 176.646652 | 103.371434 | 232.908922 | 181.945983 | 44.941804 | 24.871768 | 54.288606 | 30.429123 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 709.555038 | 155.819563 | 128.911598 | 239.168894 | 212.156413 | 43.650585 | 30.101221 | 709.555038 | 457.310328 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 432.937578 | 172.658448 | 128.234078 | 178.885871 | 177.336188 | 60.289884 | 73.594458 | 419.149135 | 432.937578 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 662.796918 | 106.994651 | 144.229873 | 198.868366 | 207.665604 | 63.362568 | 51.240757 | 624.708689 | 662.796918 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 403.710026 | 162.551168 | 152.330580 | 176.623114 | 162.834956 | 71.826031 | 60.843533 | 403.710026 | 300.805604 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Shape | 290.893636 | 290.893636 | 257.614542 | 216.453284 | 194.811400 | 42.638437 | 40.146996 | 187.464858 | 129.122006 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Power | 160.552033 | 93.159507 | 71.555823 | 160.552033 | 139.527949 | 31.951454 | 31.517824 | 88.462442 | 87.161768 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 212.752223 | 51.794619 | 96.783559 | 153.375484 | 179.681219 | 55.218441 | 69.551862 | 127.051142 | 212.752223 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 131.163714 | 15.211903 | 7.050176 | 71.187833 | 71.476620 | 77.166199 | 98.920932 | 86.706301 | 131.163714 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 332.748104 | 95.333975 | 91.354454 | 203.426543 | 192.676371 | 69.137590 | 41.428474 | 332.748104 | 184.511612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 283.586420 | 180.189369 | 128.114993 | 189.513973 | 178.680286 | 54.276354 | 72.304912 | 283.586420 | 251.439484 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Power | inf | 338.910602 | 339.590075 | inf | inf | 53.963088 | 50.646717 | 392.775205 | 374.099921 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Power | 272.330437 | 184.947163 | 68.731276 | 272.330437 | 201.860407 | 39.166854 | 36.018667 | 58.402499 | 67.238134 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 744.984436 | 108.640695 | 309.026610 | 287.881202 | 428.490795 | 54.620135 | 116.472788 | 398.265432 | 744.984436 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 397.914934 | 130.007072 | 105.155244 | 62.599512 | 61.722888 | 18.368678 | 18.538533 | 347.642736 | 397.914934 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 696.882857 | 65.857432 | 66.322395 | 46.864436 | 47.114438 | 12.960716 | 14.373833 | 696.882857 | 690.353595 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Power | 275.889810 | 142.825524 | 146.858218 | 252.767025 | 275.889810 | 21.257713 | 35.959112 | 116.352747 | 153.879327 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 289.160032 | 170.058174 | 76.814102 | 91.694759 | 78.265167 | 35.733682 | 54.725758 | 262.566544 | 289.160032 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 367.613530 | 90.356085 | 133.535061 | 72.982661 | 87.935345 | 60.337313 | 80.013501 | 259.376566 | 367.613530 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 407.559178 | 205.739316 | 110.168438 | 94.190565 | 82.203882 | 40.029519 | 42.229036 | 338.485630 | 407.559178 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 253.539909 | 76.983812 | 119.061761 | 78.462780 | 90.077770 | 50.708562 | 33.353492 | 253.539909 | 247.282775 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 515.967151 | 148.750570 | 82.378979 | 102.654315 | 90.396263 | 61.897870 | 78.156491 | 515.967151 | 451.499855 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 2017.438437 | 16.681707 | 9.525942 | 54.461560 | 31.321794 | 434.689890 | 180.797188 | 2017.438437 | 1040.357507 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 420.484102 | 119.389500 | 162.403544 | 76.746538 | 88.150864 | 44.600107 | 87.591003 | 350.044632 | 420.484102 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 490.652045 | 80.902709 | 167.038340 | 57.649994 | 69.556339 | 39.425920 | 64.587457 | 383.335888 | 490.652045 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Shape | 125.075187 | 66.860690 | 125.075187 | 56.607575 | 72.042363 | 47.169070 | 34.423929 | 37.688984 | 56.000377 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 216.558598 | 75.572604 | 55.764262 | 55.589875 | 49.936894 | 54.467391 | 37.179890 | 216.558598 | 152.153611 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 531.963236 | 102.020256 | 73.574685 | 110.045687 | 91.104260 | 85.430489 | 44.266706 | 531.963236 | 262.651781 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 627.819247 | 83.709044 | 78.625107 | 55.516487 | 55.534409 | 34.296939 | 29.466695 | 627.819247 | 595.835059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 1531.026508 | 11.395731 | 9.502643 | 41.456273 | 42.449542 | 212.189014 | 221.128272 | 1257.287337 | 1531.026508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Shape | 157.219322 | 130.529988 | 157.219322 | 94.682705 | 89.970363 | 46.166970 | 38.638809 | 88.111775 | 52.130866 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 247.906373 | 82.920200 | 115.219785 | 75.206054 | 78.665766 | 63.556344 | 48.862281 | 199.082555 | 247.906373 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Variability | -0.651706 | -1.318369 | -1.318369 | -1.270881 | -1.270881 | -0.651706 | -0.651706 | -0.774639 | -0.774639 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 297.726015 | 154.671049 | 64.081502 | 91.928730 | 70.860960 | 12.507200 | 9.011439 | 297.726015 | 215.871423 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 483.319821 | 155.436690 | 80.562358 | 172.944736 | 157.062426 | 42.872935 | 53.453716 | 463.654504 | 483.319821 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 187.299461 | 73.957299 | 50.664929 | 39.112236 | 32.802519 | 11.445226 | 6.933566 | 187.299461 | 139.277388 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 548.484357 | 159.486019 | 52.852304 | 51.510909 | 35.494858 | 18.325625 | 14.863853 | 548.484357 | 337.005389 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 297.115155 | 109.755813 | 47.786691 | 43.121714 | 33.705191 | 10.386938 | 9.093026 | 297.115155 | 207.206520 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 316.283853 | 73.468435 | 69.146242 | 40.632108 | 38.854580 | 10.894215 | 9.233880 | 316.283853 | 241.448775 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 670.147353 | 131.847253 | 69.385548 | 96.405183 | 72.437150 | 92.612706 | 41.422050 | 670.147353 | 299.025296 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 1453.468445 | 95.329409 | 201.611399 | 83.296850 | 115.643061 | 43.333199 | 56.432304 | 757.923028 | 1453.468445 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 280.703320 | 78.561866 | 94.364605 | 96.567114 | 109.211740 | 50.799960 | 49.829752 | 280.703320 | 243.113793 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 569.119341 | 73.057773 | 53.865366 | 51.198263 | 43.699748 | 23.873399 | 12.341702 | 569.119341 | 302.010421 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 797.613247 | 190.931847 | 65.116227 | 119.799300 | 75.414692 | 80.439371 | 42.652007 | 797.613247 | 316.725054 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 532.999902 | 81.288648 | 161.693358 | 151.775019 | 197.822354 | 3.707969 | 7.490351 | 240.860852 | 532.999902 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Variability | 647.681571 | 10.681245 | 11.129893 | 43.584187 | 42.914099 | 643.860605 | 647.681571 | 34.504346 | 49.582448 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 286.710602 | 88.043890 | 121.273658 | 44.035757 | 45.051297 | 46.502582 | 25.243406 | 286.710602 | 210.854386 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 1071.031022 | 123.315502 | 153.330011 | 149.780339 | 147.397664 | 103.454544 | 59.860081 | 1071.031022 | 794.865256 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 310.592992 | 66.723367 | 74.148830 | 36.149711 | 38.715201 | 12.009059 | 39.652135 | 161.473117 | 310.592992 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 163.658206 | 50.339546 | 92.671001 | 31.115973 | 36.117863 | 14.379046 | 15.699841 | 148.661700 | 163.658206 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 540.183050 | 102.952110 | 72.495879 | 83.109918 | 70.392935 | 43.511012 | 41.190960 | 540.183050 | 383.752488 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 455.914702 | 144.228951 | 90.587265 | 112.271159 | 109.537963 | 56.746435 | 58.014473 | 455.914702 | 442.824194 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 335.931477 | 71.368386 | 78.067620 | 36.251714 | 34.701885 | 25.509348 | 15.332121 | 335.931477 | 221.703835 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 311.202282 | 120.903500 | 78.206592 | 124.899512 | 108.152829 | 131.408218 | 103.990400 | 311.202282 | 263.542789 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 1024.129688 | 165.659976 | 160.171229 | 124.437983 | 142.545391 | 68.951824 | 129.029974 | 512.396678 | 1024.129688 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 434.988510 | 88.026834 | 88.804174 | 110.567289 | 105.671177 | 78.079207 | 90.601385 | 381.532319 | 434.988510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 1233.574088 | 13.349034 | 11.103564 | 33.225884 | 39.706959 | 237.141570 | 250.109796 | 993.335725 | 1233.574088 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Power | 101.037644 | 78.602619 | 73.185952 | 96.553763 | 101.037644 | 39.437139 | 42.706682 | 71.325888 | 73.951099 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 1674.568414 | 124.583029 | 116.078118 | 156.040712 | 152.119095 | 51.675174 | 46.402668 | 1328.375507 | 1674.568414 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | nn Temporal Discontinuties | 563.980919 | 115.055011 | 78.771754 | 113.926518 | 94.349393 | 76.760741 | 59.986274 | 563.980919 | 367.462531 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | RF_maintenance | ee Temporal Discontinuties | 548.648302 | 86.646867 | 101.192735 | 166.560961 | 163.891705 | 56.543431 | 61.253168 | 548.648302 | 403.381309 |